Offline RL

VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training ICLR 2023 VOCE: Variational Optimization with Conservative Estimation for Offline Safe Reinforcement Learning NeurIPS 2023 Waypoint Transformer: Reinforcement Learning via Supervised Learning with Intermediate Targets NeurIPS 2023 Weighted Policy Constraints for Offline Reinforcement Learning AAAI 2023 What is Essential for Unseen Goal Generalization of Offline Goal-conditioned RL? ICML 2023 When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning ICLR 2023 When is Agnostic Reinforcement Learning Statistically Tractable? NeurIPS 2023 When is Realizability Sufficient for Off-Policy Reinforcement Learning? ICML 2023 A Closer Look at Offline RL Agents NeurIPS 2022 Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning ICML 2022 Adversarially Trained Actor Critic for Offline Reinforcement Learning ICML 2022 A Generalized Projected Bellman Error for Off-policy Value Estimation in Reinforcement Learning JMLR 2022 A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP NeurIPS 2022 A Policy-Guided Imitation Approach for Offline Reinforcement Learning NeurIPS 2022 A Unified Framework for Alternating Offline Model Training and Policy Learning NeurIPS 2022 Bayesian Model-Based Offline Reinforcement Learning for Product Allocation AAAI 2022 Bayesian Nonparametrics for Offline Skill Discovery ICML 2022 Bellman Residual Orthogonalization for Offline Reinforcement Learning NeurIPS 2022 Beyond the Return: Off-policy Function Estimation under User-specified Error-measuring Distributions NeurIPS 2022 Bootstrapped Transformer for Offline Reinforcement Learning NeurIPS 2022 Case-based off-policy evaluation using prototype learning UAI 2022 [CASPI] Causal-aware Safe Policy Improvement for Task-oriented Dialogue ACL 2022 CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning NAACL 2022 Confident Least Square Value Iteration with Local Access to a Simulator AISTATS 2022 Conformal Off-Policy Prediction in Contextual Bandits NeurIPS 2022